In [6]:
import sys
import numpy as np

import time
import sys
import warnings
import datetime
import gc
import pandas as pd
import matplotlib.pyplot as plt
import sklearn 
import os
import seaborn as sns
from pathlib import Path
import pickle
import plotly as pl
import feature_selection
from sklearn.model_selection import GridSearchCV
import data_prep 
import data_summary
import lime_ModelExplainer
import data_split
#import plot_residual
import reading_data

import eda
from lime_ModelExplainer import lime_explainer
%matplotlib inline  
sys.path.append('/datascience/home/ssaha/Test/')
sys.path.append('/datascience/home/ssaha/')
from sklearn.utils import resample
import imblearn


import mlModels
import pickle


import model_evaluation
from config_param import project_identifier
from directoryPath import mlresult_dir, parent_dir, parent_dir_project, mlresult_dir,  data_dir, input_dir, mlobjects
import directoryPath

from config_param import project_identifier

read Data

In [398]:
start= time.time()
df_2016= reading_data.read_data(path="/datascience/home/ssaha/input/c360_customeradt_in_market_lexus_082016/")
print(time.time() -start)
126.65054106712341
In [ ]:
gc.collect()
In [399]:
df_sampled = resample(df_2016, replace=False,     # sample without replacement
                                 n_samples=1000,    
                                 random_state=123) 
In [400]:
df_sampled.head()
Out[400]:
customer_id customer_type no_owned_vehicle no_new_purchase_vehicle no_used_purchase_vehicle no_cpo_purchase_vehicle avg_assoc_length max_assoc_length no_sales_dealer_assoc days_since_last_purchase_vehicle ... dep_warranty_pay_toyota_scion_48mo dep_total_pay_lexus_48mo dep_customer_pay_lexus_48mo dep_warranty_pay_lexus_48mo dep_total_pay_toyota_scion_60mo dep_customer_pay_toyota_scion_60mo dep_warranty_pay_toyota_scion_60mo dep_total_pay_lexus_60mo dep_customer_pay_lexus_60mo dep_warranty_pay_lexus_60mo
22902 127893539 PERSON NaN NaN NaN NaN NaN NaN NaN NaN ... 0.0 0.00 0.00 0.00 0.0 0.0 0.0 0.00 0.00 0.00
6606 26068086 PERSON 6.0 6.0 NaN NaN 551.833333 1098.0 2.0 526.0 ... 0.0 472.50 0.00 0.00 0.0 0.0 0.0 472.50 0.00 0.00
4329 17114303 PERSON 1.0 NaN NaN NaN 5777.000000 5777.0 NaN NaN ... 0.0 0.00 0.00 0.00 0.0 0.0 0.0 0.00 0.00 0.00
5936 23320874 PERSON 2.0 2.0 NaN NaN 1570.000000 2305.0 1.0 835.0 ... 0.0 2423.53 2157.28 266.25 0.0 0.0 0.0 2423.53 2157.28 266.25
4306 17357699 PERSON 1.0 NaN NaN NaN 1416.000000 1416.0 NaN NaN ... 0.0 0.00 0.00 0.00 0.0 0.0 0.0 0.00 0.00 0.00

5 rows × 707 columns

In [401]:
df_sampled=df_sampled.reset_index(drop=True)
In [ ]:
del df_2016
In [402]:
gc.collect()
Out[402]:
0
In [403]:
start= time.time()
X= data_prep.find_indep_feat(df_sampled)
y = df_sampled["dep_purchase_lexus_new_sedan_6mo"] 
print(time.time() -start)
0.008263826370239258

Data Summary

In [404]:
data_summary.summary_function(X)
Out[404]:
Col Nonmiss col miss col mean col min col max col std col median 0.5
customer_id 1000 0 5.325981e+07 17469.000000 1.459829e+08 3.883656e+07 4.102639e+07 4.102639e+07
no_owned_vehicle 786 214 1.540712e+00 1.000000 7.000000e+00 1.036406e+00 1.000000e+00 1.000000e+00
no_new_purchase_vehicle 380 620 1.352632e+00 1.000000 7.000000e+00 8.357882e-01 1.000000e+00 1.000000e+00
no_used_purchase_vehicle 56 944 1.000000e+00 1.000000 1.000000e+00 0.000000e+00 1.000000e+00 1.000000e+00
no_cpo_purchase_vehicle 92 908 1.043478e+00 1.000000 2.000000e+00 2.050486e-01 1.000000e+00 1.000000e+00
avg_assoc_length 786 214 2.014023e+03 2.000000 9.738000e+03 1.783864e+03 1.469500e+03 1.469500e+03
max_assoc_length 786 214 2.305669e+03 2.000000 9.738000e+03 1.929669e+03 1.713000e+03 1.713000e+03
no_sales_dealer_assoc 502 498 1.071713e+00 0.000000 3.000000e+00 2.875262e-01 1.000000e+00 1.000000e+00
days_since_last_purchase_vehicle 502 498 1.652478e+03 2.000000 3.648000e+03 1.132913e+03 1.556000e+03 1.556000e+03
days_since_last_sold_vehicle 236 764 1.282089e+03 4.000000 3.458000e+03 1.021542e+03 1.064500e+03 1.064500e+03
avg_zip3_vehicle_val 995 5 4.154465e+04 15656.490066 4.658810e+04 1.884681e+03 4.156662e+04 4.156662e+04
owned_lexus_sedan_ind 1000 0 4.610000e-01 0.000000 1.000000e+00 4.987261e-01 0.000000e+00 0.000000e+00
owned_lexus_LUV_ind 1000 0 3.650000e-01 0.000000 1.000000e+00 4.816711e-01 0.000000e+00 0.000000e+00
owned_lexus_new_luv_ind 1000 0 2.590000e-01 0.000000 1.000000e+00 4.383048e-01 0.000000e+00 0.000000e+00
owned_lexus_cpo_luv_ind 1000 0 5.300000e-02 0.000000 1.000000e+00 2.241456e-01 0.000000e+00 0.000000e+00
owned_lexus_new_sedan_ind 1000 0 3.220000e-01 0.000000 1.000000e+00 4.674768e-01 0.000000e+00 0.000000e+00
owned_lexus_cpo_sedan_ind 1000 0 8.000000e-02 0.000000 1.000000e+00 2.714289e-01 0.000000e+00 0.000000e+00
owned_toyota_ind 1000 0 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
owned_toyota_scion_ind 1000 0 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
owned_lexus_ind 1000 0 7.720000e-01 0.000000 1.000000e+00 4.197525e-01 1.000000e+00 1.000000e+00
owned_scion_ind 1000 0 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
owned_camry_ind 1000 0 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
owned_corolla_ind 1000 0 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
owned_rav4_ind 1000 0 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
owned_prius_ind 1000 0 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
owned_truck_ind 1000 0 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
owned_suv_ind 1000 0 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
owned_hybrid_ind 1000 0 7.500000e-02 0.000000 1.000000e+00 2.635231e-01 0.000000e+00 0.000000e+00
owned_big_engine_vehicle_ind 1000 0 7.300000e-02 0.000000 1.000000e+00 2.602667e-01 0.000000e+00 0.000000e+00
owned_4wd_vehicle_ind 1000 0 2.960000e-01 0.000000 1.000000e+00 4.567194e-01 0.000000e+00 0.000000e+00
... ... ... ... ... ... ... ... ...
no_ro_visits_post_2_4_tc 668 332 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
no_ro_visits_post_4_6_tc 668 332 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
no_ro_visits_post_over6_tc 668 332 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
last_serviced_dealer_no 668 332 6.047934e+04 2021.000000 6.483000e+04 8.586923e+03 6.120700e+04 6.120700e+04
last_serviced_dealer_region 668 332 3.248054e+01 11.000000 8.000000e+01 4.333328e+00 3.300000e+01 3.300000e+01
ro_after_ocpe_ind 1000 0 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
ever_customer_payment_ind 1000 0 5.550000e-01 0.000000 1.000000e+00 4.972145e-01 1.000000e+00 1.000000e+00
ever_warranty_payment_ind 1000 0 5.340000e-01 0.000000 1.000000e+00 4.990923e-01 1.000000e+00 1.000000e+00
ever_service_ind 1000 0 6.680000e-01 0.000000 1.000000e+00 4.711666e-01 1.000000e+00 1.000000e+00
ever_service_hybrid_ind 1000 0 6.700000e-02 0.000000 1.000000e+00 2.501471e-01 0.000000e+00 0.000000e+00
ever_service_lexus_sedan_ind 1000 0 3.890000e-01 0.000000 1.000000e+00 4.877673e-01 0.000000e+00 0.000000e+00
ever_service_lexus_LUV_ind 1000 0 3.300000e-01 0.000000 1.000000e+00 4.704480e-01 0.000000e+00 0.000000e+00
ever_service_camry_ind 1000 0 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
ever_service_prius_ind 1000 0 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
customer_high_payment_ind 1000 0 2.240000e-01 0.000000 1.000000e+00 4.171307e-01 0.000000e+00 0.000000e+00
warranty_high_payment_ind 1000 0 1.320000e-01 0.000000 1.000000e+00 3.386601e-01 0.000000e+00 0.000000e+00
high_service_ind 1000 0 3.380000e-01 0.000000 1.000000e+00 4.732652e-01 0.000000e+00 0.000000e+00
high_ro_time_ind 1000 0 3.730000e-01 0.000000 1.000000e+00 4.838441e-01 0.000000e+00 0.000000e+00
current_vehicle_serviced_ind 1000 0 6.680000e-01 0.000000 1.000000e+00 4.711666e-01 1.000000e+00 1.000000e+00
current_vehicle_customer_full_payment_ind 1000 0 5.620000e-01 0.000000 1.000000e+00 4.963894e-01 1.000000e+00 1.000000e+00
current_vehicle_high_service_ind 1000 0 3.380000e-01 0.000000 1.000000e+00 4.732652e-01 0.000000e+00 0.000000e+00
current_vehicle_high_ro_time_ind 1000 0 3.730000e-01 0.000000 1.000000e+00 4.838441e-01 0.000000e+00 0.000000e+00
has_nsh 1000 0 6.680000e-01 0.000000 1.000000e+00 4.711666e-01 1.000000e+00 1.000000e+00
household_id 1000 0 3.355509e+08 69458.000000 6.488677e+08 2.450549e+08 3.459935e+08 3.459935e+08
pma_toy_scion_dealership_cd 988 12 2.049720e+04 0.000000 9.999900e+04 1.545607e+04 1.605400e+04 1.605400e+04
pma_toy_scion_dealership_region 1000 0 3.230400e+01 0.000000 8.000000e+01 2.322423e+01 2.100000e+01 2.100000e+01
pma_lexus_dealership_cd 988 12 5.544554e+04 0.000000 9.999900e+04 1.932264e+04 6.120300e+04 6.120300e+04
pma_lexus_dealership_region 1000 0 2.872700e+01 0.000000 3.400000e+01 1.062569e+01 3.300000e+01 3.300000e+01
customer_language_english_ind 1000 0 3.400000e-01 0.000000 1.000000e+00 4.739458e-01 0.000000e+00 0.000000e+00
customer_language_spanish_ind 1000 0 0.000000e+00 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00

464 rows × 8 columns

In [405]:
data_summary.get_missing_value_count(X)
 Time taken to execute the function is 0.019936323165893555

Out[405]:
Percentage of missing values
customer_id 0.0
customer_type 0.0
no_owned_vehicle 21.4
no_new_purchase_vehicle 62.0
no_used_purchase_vehicle 94.4
no_cpo_purchase_vehicle 90.8
avg_assoc_length 21.4
max_assoc_length 21.4
no_sales_dealer_assoc 49.8
days_since_last_purchase_vehicle 49.8
days_since_last_sold_vehicle 76.4
brand_relation 21.4
active_brand 21.4
association_type 21.4
state_residence 0.2
avg_zip3_vehicle_val 0.5
owned_lexus_sedan_ind 0.0
owned_lexus_LUV_ind 0.0
owned_lexus_new_luv_ind 0.0
owned_lexus_cpo_luv_ind 0.0
owned_lexus_new_sedan_ind 0.0
owned_lexus_cpo_sedan_ind 0.0
owned_toyota_ind 0.0
owned_toyota_scion_ind 0.0
owned_lexus_ind 0.0
owned_scion_ind 0.0
owned_camry_ind 0.0
owned_corolla_ind 0.0
owned_rav4_ind 0.0
owned_prius_ind 0.0
... ...
ever_customer_payment_ind 0.0
ever_warranty_payment_ind 0.0
ever_service_ind 0.0
ever_service_hybrid_ind 0.0
ever_service_lexus_sedan_ind 0.0
ever_service_lexus_LUV_ind 0.0
ever_service_camry_ind 0.0
ever_service_prius_ind 0.0
customer_high_payment_ind 0.0
warranty_high_payment_ind 0.0
high_service_ind 0.0
high_ro_time_ind 0.0
current_vehicle_serviced_ind 0.0
current_vehicle_customer_full_payment_ind 0.0
current_vehicle_high_service_ind 0.0
current_vehicle_high_ro_time_ind 0.0
has_nsh 0.0
household_id 0.0
customer_zipcode 0.2
pma_toy_scion_dealership_cd 1.2
pma_toy_scion_dealership_region 0.0
pma_toy_scion_dealership_markettype 1.2
pma_lexus_dealership_cd 1.2
pma_lexus_dealership_region 0.0
pma_lexus_dealership_markettype 0.6
mail_adr_latitude 6.4
mail_adr_longitude 6.4
deceased_ind 27.6
customer_language_english_ind 0.0
customer_language_spanish_ind 0.0

539 rows × 1 columns

In [406]:
data_summary.get_zero_count_in_numeric_cols(X)
Out[406]:
Percentage of zeros
days_since_last_communication_toyota 215.517241
no_distinct_communication_dates_toyota 215.517241
no_communication_received_toyota 215.517241
no_communication_dates_toyota 215.517241
days_since_first_communication_toyota 215.517241
no_communication_opened_toyota 215.517241
no_campaign_opened_toyota 215.517241
no_communication_clicked_toyota 215.517241
no_campaign_clicked_toyota 215.517241
no_directmail_campaign_received 215.517241
no_web_campaign_received 215.517241
no_email_campaign_received_toyota 215.517241
no_directmail_campaign_received_toyota 215.517241
no_directmail_campaign_received_lexus 215.517241
no_web_campaign_received_lexus 215.517241
no_web_campaign_received_toyota 215.517241
no_ocpe_email 215.517241
days_lapsed_toyota_care_expiry 215.517241
days_remain_toyota_care_expiry 215.517241
no_tc_completed 215.517241
no_ocpe 215.517241
no_ocpe_direct 215.517241
no_ocpe_phone 215.517241
seeking_cred 215.301724
auto_in_the_market_cd 215.301724
no_brochures_requested 214.439655
days_since_last_brochure_request 214.439655
days_since_first_lead 203.448276
days_since_last_lead 203.448276
no_handraiser 203.448276
... ...
owned_toyota_van_ind 0.000000
past_owned_toyota_compact_ind 0.000000
past_owned_toyota_compactsuv_ind 0.000000
past_owned_toyota_fullsizesuv_ind 0.000000
past_owned_toyota_luxurymidsize_ind 0.000000
tc_only2_ind 0.000000
past_owned_toyota_midsize_ind 0.000000
past_owned_toyota_midsizesuv_ind 0.000000
past_owned_toyota_pickup_ind 0.000000
past_owned_toyota_premiummidsize_ind 0.000000
customer_language_english_ind 0.000000
past_owned_toyota_subcompact_ind 0.000000
owned_toyota_sportscar_ind 0.000000
owned_toyota_premiummidsize_ind 0.000000
owned_toyota_pickup_ind 0.000000
owned_toyota_midsizesuv_ind 0.000000
owned_toyota_midsize_ind 0.000000
owned_toyota_luxurymidsize_ind 0.000000
owned_toyota_hybrid_ind 0.000000
owned_toyota_fullsizesuv_ind 0.000000
owned_toyota_compactsuv_ind 0.000000
owned_toyota_compact_ind 0.000000
owned_toyota_sport_ind 0.000000
owned_toyota_family_ind 0.000000
owned_toyota_sedan_ind 0.000000
first_purchase_luxury_vehicle_ind 0.000000
tc_only5_ind 0.000000
tc_only4_ind 0.000000
tc_only3_ind 0.000000
customer_id 0.000000

464 rows × 1 columns

In [407]:
data_summary.get_one_count_in_numeric_cols(X)
Out[407]:
Percentage of ones
owner_ind 100.0
owned_lexus_ind 77.2
has_nsh 66.8
current_vehicle_serviced_ind 66.8
ever_service_ind 66.8
dealer_loyalist 62.4
owned_luxury_no 57.6
purchased_vehicle_lexus_ind 56.4
current_vehicle_customer_full_payment_ind 56.2
ever_customer_payment_ind 55.5
no_owned_vehicle 54.6
ever_warranty_payment_ind 53.4
current_owned_lexus_ind 51.0
no_ro_vehicle 50.4
owned_vehicle_my_2001_10_ind 49.2
owned_other_color_vehicle_ind 48.6
first_purchase_luxury_vehicle_ind 47.2
first_purchase_ind 47.2
first_purchase_lexus_ind 47.2
dofu_year2_ind 46.9
no_sales_dealer_assoc 46.7
owned_lexus_sedan_ind 46.1
has_emd 44.5
campaign_received_ind 43.3
communication_received_ind 43.3
offer_received_ind 42.7
no_servicing_dealer 41.8
active_offer_ind 41.6
purchased_vehicle_new_ind 39.5
ever_service_lexus_sedan_ind 38.9
... ...
no_ocpe_phone 0.0
no_ocpe_direct 0.0
no_ocpe_email 0.0
past_owned_toyota_hybrid_ind 0.0
past_owned_toyota_luxurymidsize_ind 0.0
past_owned_toyota_midsize_ind 0.0
current_owned_toyota_midsize_ind 0.0
past_owned_toyota_sport_ind 0.0
past_owned_toyota_sedan_ind 0.0
past_owned_toyota_family_ind 0.0
current_owned_toyota_van_ind 0.0
current_owned_toyota_subcompactsuv_ind 0.0
current_owned_toyota_subcompact_ind 0.0
current_owned_toyota_sportscar_ind 0.0
current_owned_toyota_premiummidsize_ind 0.0
current_owned_toyota_pickup_ind 0.0
current_owned_toyota_midsizesuv_ind 0.0
current_owned_toyota_luxurymidsize_ind 0.0
past_owned_toyota_midsizesuv_ind 0.0
current_owned_toyota_hybrid_ind 0.0
current_owned_toyota_fullsizesuv_ind 0.0
current_owned_toyota_compactsuv_ind 0.0
current_owned_toyota_compact_ind 0.0
past_owned_toyota_van_ind 0.0
past_owned_toyota_subcompactsuv_ind 0.0
past_owned_toyota_subcompact_ind 0.0
past_owned_toyota_sportscar_ind 0.0
past_owned_toyota_premiummidsize_ind 0.0
past_owned_toyota_pickup_ind 0.0
customer_language_spanish_ind 0.0

539 rows × 1 columns

In [408]:
data_summary.get_most_frequent_count(X)
Out[408]:
Mode
customer_id 17469
customer_type PERSON
no_owned_vehicle 1
no_new_purchase_vehicle 1
no_used_purchase_vehicle 1
no_cpo_purchase_vehicle 1
avg_assoc_length 24
max_assoc_length 24
no_sales_dealer_assoc 1
days_since_last_purchase_vehicle 62
days_since_last_sold_vehicle 54
brand_relation Lexus
active_brand Lexus
association_type Active
state_residence CA
avg_zip3_vehicle_val 42617.5
owned_lexus_sedan_ind 0
owned_lexus_LUV_ind 0
owned_lexus_new_luv_ind 0
owned_lexus_cpo_luv_ind 0
owned_lexus_new_sedan_ind 0
owned_lexus_cpo_sedan_ind 0
owned_toyota_ind 0
owned_toyota_scion_ind 0
owned_lexus_ind 1
owned_scion_ind 0
owned_camry_ind 0
owned_corolla_ind 0
owned_rav4_ind 0
owned_prius_ind 0
... ...
ever_customer_payment_ind 1
ever_warranty_payment_ind 1
ever_service_ind 1
ever_service_hybrid_ind 0
ever_service_lexus_sedan_ind 0
ever_service_lexus_LUV_ind 0
ever_service_camry_ind 0
ever_service_prius_ind 0
customer_high_payment_ind 0
warranty_high_payment_ind 0
high_service_ind 0
high_ro_time_ind 0
current_vehicle_serviced_ind 1
current_vehicle_customer_full_payment_ind 1
current_vehicle_high_service_ind 0
current_vehicle_high_ro_time_ind 0
has_nsh 1
household_id 69458
customer_zipcode 00000
pma_toy_scion_dealership_cd 0
pma_toy_scion_dealership_region 50
pma_toy_scion_dealership_markettype Metro Market
pma_lexus_dealership_cd 0
pma_lexus_dealership_region 34
pma_lexus_dealership_markettype Metro Point
mail_adr_latitude +17971368
mail_adr_longitude -066014586
deceased_ind N
customer_language_english_ind 0
customer_language_spanish_ind 0

539 rows × 1 columns

EDA

In [409]:
cat_col= X.select_dtypes(include='O')
num_col=X.select_dtypes(exclude='O')
In [410]:
eda.plot_count_on_all_cat(df_sampled,y.name, cat_col)
In [411]:
eda.plot_dist_on_all_num(df_sampled,y.name, num_col)
/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/statsmodels/nonparametric/kde.py:488: RuntimeWarning:

invalid value encountered in true_divide

/root/anaconda3/lib/python3.6/site-packages/statsmodels/nonparametric/kdetools.py:34: RuntimeWarning:

invalid value encountered in double_scalars

/root/anaconda3/lib/python3.6/site-packages/numpy/core/_methods.py:26: RuntimeWarning:

invalid value encountered in reduce

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/numpy/lib/function_base.py:838: RuntimeWarning:

invalid value encountered in true_divide

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/numpy/core/_methods.py:135: RuntimeWarning:

Degrees of freedom <= 0 for slice

/root/anaconda3/lib/python3.6/site-packages/numpy/core/_methods.py:127: RuntimeWarning:

invalid value encountered in double_scalars

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

eda.pie_chart(X['association_type'])
In [415]:
eda.plot_summary(X)
In [416]:
eda.plot_missing(X)
 Time taken to execute the function is 0.019841909408569336

In [417]:
eda.plot_unique(X)
In [418]:
sns.heatmap(X.corr())
Out[418]:
<matplotlib.axes._subplots.AxesSubplot at 0x7fdcff5e0b70>
In [419]:
eda.plot_histogram(X['avg_assoc_length'].fillna(0))
/root/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning:

The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.

 mu = 1583.02 and sigma = 1783.34

In [420]:
eda.plot_bargraph(X['poc_16_18'])
In [421]:
eda.plot_scatter(X['avg_assoc_length'], X['max_assoc_length'], 'avg_assoc_length vs max_assoc_length', 'avg_assoc_length', 'max_assoc_length')

Data Prep

In [422]:
X_imputed= data_prep.missing_value_imputation(X, 'median', '0', 60)
Number of categorical features: 57
Number of numerical features: 373

 Time taken to execute the function is 0.735877275466919

In [ ]:
X_imputed.select_dtypes(exclude='O').iloc[:,1:10].fillna(0).plot(kind='box', rot=45)
In [ ]:
df= X_imputed.select_dtypes(exclude='O').copy()
In [ ]:
outlier_treatment_dataframe(X_imputed).select_dtypes(exclude='O').iloc[:,1:10].fillna(0).plot(kind='box', rot=45)
In [423]:
X_out= outlier_treatment_dataframe(X_imputed)
/root/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:7772: SettingWithCopyWarning:


A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy

/root/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:7772: SettingWithCopyWarning:


A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy

In [424]:
X_stand= data_prep.standarization(X_out)
Number of categorical features: 57
Number of numerical features: 373

 Time taken to execute the function is 0.1862351894378662

/root/anaconda3/lib/python3.6/site-packages/sklearn/preprocessing/data.py:617: DataConversionWarning:

Data with input dtype int64, float64 were all converted to float64 by StandardScaler.

/datascience/home/ssaha/RMModel/Python/data_prep.py:671: DataConversionWarning:

Data with input dtype int64, float64 were all converted to float64 by StandardScaler.

In [426]:
X_casted= data_prep.type_casting(X, 7)
Converting to categorical variable from numerical: owned_lexus_sedan_ind
Converting to categorical variable from numerical: owned_lexus_LUV_ind
Converting to categorical variable from numerical: owned_lexus_new_luv_ind
Converting to categorical variable from numerical: owned_lexus_cpo_luv_ind
Converting to categorical variable from numerical: owned_lexus_new_sedan_ind
Converting to categorical variable from numerical: owned_lexus_cpo_sedan_ind
Converting to categorical variable from numerical: owned_toyota_ind
Converting to categorical variable from numerical: owned_toyota_scion_ind
Converting to categorical variable from numerical: owned_lexus_ind
Converting to categorical variable from numerical: owned_scion_ind
Converting to categorical variable from numerical: owned_camry_ind
Converting to categorical variable from numerical: owned_corolla_ind
Converting to categorical variable from numerical: owned_rav4_ind
Converting to categorical variable from numerical: owned_prius_ind
Converting to categorical variable from numerical: owned_truck_ind
Converting to categorical variable from numerical: owned_suv_ind
Converting to categorical variable from numerical: owned_hybrid_ind
Converting to categorical variable from numerical: owned_big_engine_vehicle_ind
Converting to categorical variable from numerical: owned_4wd_vehicle_ind
Converting to categorical variable from numerical: multiple_vehicle_type_ind
Converting to categorical variable from numerical: owned_camry_no
Converting to categorical variable from numerical: owned_prius_no
Converting to categorical variable from numerical: owned_hybrid_no
Converting to categorical variable from numerical: ever_brand_migration_ind
Converting to categorical variable from numerical: owned_tundra_ind
Converting to categorical variable from numerical: owned_tacoma_ind
Converting to categorical variable from numerical: owned_is250_ind
Converting to categorical variable from numerical: owned_is350_ind
Converting to categorical variable from numerical: owned_is_ind
Converting to categorical variable from numerical: owned_es_ind
Converting to categorical variable from numerical: owned_rx_ind
Converting to categorical variable from numerical: owned_ls_ind
Converting to categorical variable from numerical: owned_gs_ind
Converting to categorical variable from numerical: owned_chr_ind
Converting to categorical variable from numerical: owned_chr_scion_ind
Converting to categorical variable from numerical: owned_highlander_ind
Converting to categorical variable from numerical: owned_sienna_ind
Converting to categorical variable from numerical: owned_4runner_ind
Converting to categorical variable from numerical: owned_avalon_ind
Converting to categorical variable from numerical: owned_hs250h_ind
Converting to categorical variable from numerical: owned_ct200h_ind
Converting to categorical variable from numerical: owned_white_vehicle_ind
Converting to categorical variable from numerical: owned_black_vehicle_ind
Converting to categorical variable from numerical: owned_silver_gray_vehicle_ind
Converting to categorical variable from numerical: owned_gold_brown_orange_vehicle_ind
Converting to categorical variable from numerical: owned_yellow_vehicle_ind
Converting to categorical variable from numerical: owned_green_vehicle_ind
Converting to categorical variable from numerical: owned_aqua_vehicle_ind
Converting to categorical variable from numerical: owned_blue_vehicle_ind
Converting to categorical variable from numerical: owned_purple_vehicle_ind
Converting to categorical variable from numerical: owned_brown_vehicle_ind
Converting to categorical variable from numerical: owned_gold_vehicle_ind
Converting to categorical variable from numerical: owned_red_vehicle_ind
Converting to categorical variable from numerical: owned_orange_vehicle_ind
Converting to categorical variable from numerical: owned_other_color_vehicle_ind
Converting to categorical variable from numerical: owned_gray_vehicle_ind
Converting to categorical variable from numerical: owned_vehicle_my_1970_80_ind
Converting to categorical variable from numerical: owned_vehicle_my_1981_90_ind
Converting to categorical variable from numerical: owned_vehicle_my_1991_00_ind
Converting to categorical variable from numerical: owned_vehicle_my_2001_10_ind
Converting to categorical variable from numerical: owned_vehicle_my_2011_20_ind
Converting to categorical variable from numerical: purchased_vehicle_last_2years_ind
Converting to categorical variable from numerical: purchased_lexus_sedan_last_2years_ind
Converting to categorical variable from numerical: purchased_lexus_sedan_last_3years_ind
Converting to categorical variable from numerical: purchased_lexus_LUV_last_2years_ind
Converting to categorical variable from numerical: purchased_lexus_LUV_last_3years_ind
Converting to categorical variable from numerical: purchased_camry_last_2years_ind
Converting to categorical variable from numerical: purchased_camry_last_3years_ind
Converting to categorical variable from numerical: purchased_scion_last_2years_ind
Converting to categorical variable from numerical: purchased_scion_last_3years_ind
Converting to categorical variable from numerical: purchased_toyota_scion_last_3years_ind
Converting to categorical variable from numerical: purchased_lexus_last_3years_ind
Converting to categorical variable from numerical: purchased_rav4_last_3years_ind
Converting to categorical variable from numerical: purchased_is_last_3years_ind
Converting to categorical variable from numerical: current_owned_lexus_sedan_ind
Converting to categorical variable from numerical: current_owned_lexus_LUV_ind
Converting to categorical variable from numerical: current_owned_lexus_new_luv_ind
Converting to categorical variable from numerical: current_owned_lexus_new_sedan_ind
Converting to categorical variable from numerical: current_owned_lexus_cpo_luv_ind
Converting to categorical variable from numerical: current_owned_lexus_cpo_sedan_ind
Converting to categorical variable from numerical: current_owned_toyota_ind
Converting to categorical variable from numerical: current_owned_toyota_scion_ind
Converting to categorical variable from numerical: current_owned_lexus_ind
Converting to categorical variable from numerical: current_owned_scion_ind
Converting to categorical variable from numerical: current_owned_camry_ind
Converting to categorical variable from numerical: current_owned_corolla_ind
Converting to categorical variable from numerical: current_owned_rav4_ind
Converting to categorical variable from numerical: current_owned_prius_ind
Converting to categorical variable from numerical: current_owned_tundra_ind
Converting to categorical variable from numerical: current_owned_tacoma_ind
Converting to categorical variable from numerical: current_owned_is_ind
Converting to categorical variable from numerical: current_owned_es_ind
Converting to categorical variable from numerical: current_owned_rx_ind
Converting to categorical variable from numerical: current_owned_ls_ind
Converting to categorical variable from numerical: current_owned_gs_ind
Converting to categorical variable from numerical: current_owned_chr_ind
Converting to categorical variable from numerical: current_owned_chr_scion_ind
Converting to categorical variable from numerical: current_owned_highlander_ind
Converting to categorical variable from numerical: current_owned_sienna_ind
Converting to categorical variable from numerical: current_owned_4runner_ind
Converting to categorical variable from numerical: current_owned_avalon_ind
Converting to categorical variable from numerical: past_owned_lexus_sedan_ind
Converting to categorical variable from numerical: past_owned_lexus_LUV_ind
Converting to categorical variable from numerical: past_owned_lexus_new_luv_ind
Converting to categorical variable from numerical: past_owned_lexus_new_sedan_ind
Converting to categorical variable from numerical: past_owned_lexus_cpo_luv_ind
Converting to categorical variable from numerical: past_owned_lexus_cpo_sedan_ind
Converting to categorical variable from numerical: past_owned_toyota_ind
Converting to categorical variable from numerical: past_owned_toyota_scion_ind
Converting to categorical variable from numerical: past_owned_lexus_ind
Converting to categorical variable from numerical: past_owned_scion_ind
Converting to categorical variable from numerical: past_owned_camry_ind
Converting to categorical variable from numerical: past_owned_corolla_ind
Converting to categorical variable from numerical: past_owned_rav4_ind
Converting to categorical variable from numerical: past_owned_prius_ind
Converting to categorical variable from numerical: past_owned_tundra_ind
Converting to categorical variable from numerical: past_owned_tacoma_ind
Converting to categorical variable from numerical: past_owned_is_ind
Converting to categorical variable from numerical: past_owned_es_ind
Converting to categorical variable from numerical: past_owned_rx_ind
Converting to categorical variable from numerical: past_owned_ls_ind
Converting to categorical variable from numerical: past_owned_gs_ind
Converting to categorical variable from numerical: past_owned_chr_ind
Converting to categorical variable from numerical: past_owned_chr_scion_ind
Converting to categorical variable from numerical: past_owned_highlander_ind
Converting to categorical variable from numerical: past_owned_sienna_ind
Converting to categorical variable from numerical: past_owned_4runner_ind
Converting to categorical variable from numerical: past_owned_avalon_ind
Converting to categorical variable from numerical: purchased_vehicle_new_ind
Converting to categorical variable from numerical: purchased_vehicle_used_ind
Converting to categorical variable from numerical: purchased_vehicle_cpo_ind
Converting to categorical variable from numerical: purchased_vehicle_toyota_ind
Converting to categorical variable from numerical: purchased_vehicle_lexus_ind
Converting to categorical variable from numerical: purchased_vehicle_scion_ind
Converting to categorical variable from numerical: purchased_vehicle_truck_ind
Converting to categorical variable from numerical: purchased_vehicle_suv_ind
Converting to categorical variable from numerical: purchased_vehicle_hybrid_ind
Converting to categorical variable from numerical: purchased_vehicle_big_engine_ind
Converting to categorical variable from numerical: purchased_vehicle_4wd_ind
Converting to categorical variable from numerical: purchased_vehicle_lexus_sedan_ind
Converting to categorical variable from numerical: purchased_vehicle_lexus_LUV_ind
Converting to categorical variable from numerical: purchased_vehicle_camry_ind
Converting to categorical variable from numerical: purchased_vehicle_corolla_ind
Converting to categorical variable from numerical: purchased_vehicle_rav4_ind
Converting to categorical variable from numerical: purchased_vehicle_prius_ind
Converting to categorical variable from numerical: first_purchase_ind
Converting to categorical variable from numerical: first_purchase_lexus_sedan_ind
Converting to categorical variable from numerical: first_purchase_lexus_LUV_ind
Converting to categorical variable from numerical: first_purchase_toyota_ind
Converting to categorical variable from numerical: first_purchase_scion_ind
Converting to categorical variable from numerical: first_purchase_lexus_ind
Converting to categorical variable from numerical: first_purchase_camry_ind
Converting to categorical variable from numerical: first_purchase_hybrid_ind
Converting to categorical variable from numerical: first_purchase_prius_ind
Converting to categorical variable from numerical: first_purchase_big_engine_ind
Converting to categorical variable from numerical: first_purchase_suv_ind
Converting to categorical variable from numerical: no_leased_vehicle
Converting to categorical variable from numerical: dofu_year1_ind
Converting to categorical variable from numerical: dofu_year2_ind
Converting to categorical variable from numerical: dofu_year3_ind
Converting to categorical variable from numerical: dofu_year4_ind
Converting to categorical variable from numerical: dofu_year5_ind
Converting to categorical variable from numerical: dofu_year5above_ind
Converting to categorical variable from numerical: toyota_care_status
Converting to categorical variable from numerical: tc_completed_ind
Converting to categorical variable from numerical: tc_active_ind
Converting to categorical variable from numerical: tc_only1_ind
Converting to categorical variable from numerical: tc_only2_ind
Converting to categorical variable from numerical: tc_only3_ind
Converting to categorical variable from numerical: tc_only4_ind
Converting to categorical variable from numerical: tc_only5_ind
Converting to categorical variable from numerical: first_purchase_luxury_vehicle_ind
Converting to categorical variable from numerical: owned_corolla_no
Converting to categorical variable from numerical: owned_toyota_sedan_ind
Converting to categorical variable from numerical: owned_toyota_family_ind
Converting to categorical variable from numerical: owned_toyota_sport_ind
Converting to categorical variable from numerical: owned_toyota_compact_ind
Converting to categorical variable from numerical: owned_toyota_compactsuv_ind
Converting to categorical variable from numerical: owned_toyota_fullsizesuv_ind
Converting to categorical variable from numerical: owned_toyota_hybrid_ind
Converting to categorical variable from numerical: owned_toyota_luxurymidsize_ind
Converting to categorical variable from numerical: owned_toyota_midsize_ind
Converting to categorical variable from numerical: owned_toyota_midsizesuv_ind
Converting to categorical variable from numerical: owned_toyota_pickup_ind
Converting to categorical variable from numerical: owned_toyota_premiummidsize_ind
Converting to categorical variable from numerical: owned_toyota_sportscar_ind
Converting to categorical variable from numerical: owned_toyota_subcompact_ind
Converting to categorical variable from numerical: owned_toyota_subcompactsuv_ind
Converting to categorical variable from numerical: owned_toyota_van_ind
Converting to categorical variable from numerical: past_owned_toyota_compact_ind
Converting to categorical variable from numerical: past_owned_toyota_compactsuv_ind
Converting to categorical variable from numerical: past_owned_toyota_fullsizesuv_ind
Converting to categorical variable from numerical: past_owned_toyota_hybrid_ind
Converting to categorical variable from numerical: past_owned_toyota_luxurymidsize_ind
Converting to categorical variable from numerical: past_owned_toyota_midsize_ind
Converting to categorical variable from numerical: past_owned_toyota_midsizesuv_ind
Converting to categorical variable from numerical: past_owned_toyota_pickup_ind
Converting to categorical variable from numerical: past_owned_toyota_premiummidsize_ind
Converting to categorical variable from numerical: past_owned_toyota_sportscar_ind
Converting to categorical variable from numerical: past_owned_toyota_subcompact_ind
Converting to categorical variable from numerical: past_owned_toyota_subcompactsuv_ind
Converting to categorical variable from numerical: past_owned_toyota_van_ind
Converting to categorical variable from numerical: current_owned_toyota_compact_ind
Converting to categorical variable from numerical: current_owned_toyota_compactsuv_ind
Converting to categorical variable from numerical: current_owned_toyota_fullsizesuv_ind
Converting to categorical variable from numerical: current_owned_toyota_hybrid_ind
Converting to categorical variable from numerical: current_owned_toyota_luxurymidsize_ind
Converting to categorical variable from numerical: current_owned_toyota_midsize_ind
Converting to categorical variable from numerical: current_owned_toyota_midsizesuv_ind
Converting to categorical variable from numerical: current_owned_toyota_pickup_ind
Converting to categorical variable from numerical: current_owned_toyota_premiummidsize_ind
Converting to categorical variable from numerical: current_owned_toyota_sportscar_ind
Converting to categorical variable from numerical: current_owned_toyota_subcompact_ind
Converting to categorical variable from numerical: current_owned_toyota_subcompactsuv_ind
Converting to categorical variable from numerical: current_owned_toyota_van_ind
Converting to categorical variable from numerical: past_owned_toyota_4wd_ind
Converting to categorical variable from numerical: past_owned_toyota_family_ind
Converting to categorical variable from numerical: past_owned_toyota_sedan_ind
Converting to categorical variable from numerical: past_owned_toyota_sport_ind
Converting to categorical variable from numerical: past_owned_toyota_suv_ind
Converting to categorical variable from numerical: past_owned_toyota_truck_ind
Converting to categorical variable from numerical: first_purchase_sport_vehicle_ind
Converting to categorical variable from numerical: driver_ind
Converting to categorical variable from numerical: owner_ind
Converting to categorical variable from numerical: sales_survey_ind
Converting to categorical variable from numerical: service_survey_ind
Converting to categorical variable from numerical: sales_would_return_ind
Converting to categorical variable from numerical: sales_would_recommend_ind
Converting to categorical variable from numerical: service_would_return_ind
Converting to categorical variable from numerical: service_would_recommend_ind
Converting to categorical variable from numerical: has_uss
Converting to categorical variable from numerical: multiple_case_type_ind
Converting to categorical variable from numerical: has_cec
Converting to categorical variable from numerical: lhr_incomplete_lead_ind
Converting to categorical variable from numerical: lhr_sweepstakes_1_permission_ind
Converting to categorical variable from numerical: current_lead
Converting to categorical variable from numerical: current_handraiser
Converting to categorical variable from numerical: current_participator
Converting to categorical variable from numerical: ever_lead_ind
Converting to categorical variable from numerical: ever_handraiser_ind
Converting to categorical variable from numerical: ever_participator_ind
Converting to categorical variable from numerical: has_emd
Converting to categorical variable from numerical: communication_received_ind
Converting to categorical variable from numerical: campaign_received_ind
Converting to categorical variable from numerical: offer_received_ind
Converting to categorical variable from numerical: communication_opened_ind
Converting to categorical variable from numerical: communication_clicked_ind
Converting to categorical variable from numerical: campaign_opened_ind
Converting to categorical variable from numerical: campaign_clicked_ind
Converting to categorical variable from numerical: brochure_requested_ind
Converting to categorical variable from numerical: active_offer_ind
Converting to categorical variable from numerical: dealer_loyalist
Converting to categorical variable from numerical: noros_high_cust_pay_18_24mo
Converting to categorical variable from numerical: noros_high_cust_pay_12_18mo
Converting to categorical variable from numerical: noros_high_cust_pay_6_12mo
Converting to categorical variable from numerical: noros_high_cust_pay_0_6mo
Converting to categorical variable from numerical: noros_high_ro_time_12_18mo
Converting to categorical variable from numerical: noros_high_ro_time_0_6mo
Converting to categorical variable from numerical: no_ro_visit_during_tc
Converting to categorical variable from numerical: no_ro_visits_post_0_2_tc
Converting to categorical variable from numerical: no_ro_visits_post_2_4_tc
Converting to categorical variable from numerical: no_ro_visits_post_4_6_tc
Converting to categorical variable from numerical: no_ro_visits_post_over6_tc
Converting to categorical variable from numerical: ro_after_ocpe_ind
Converting to categorical variable from numerical: ever_customer_payment_ind
Converting to categorical variable from numerical: ever_warranty_payment_ind
Converting to categorical variable from numerical: ever_service_ind
Converting to categorical variable from numerical: ever_service_hybrid_ind
Converting to categorical variable from numerical: ever_service_lexus_sedan_ind
Converting to categorical variable from numerical: ever_service_lexus_LUV_ind
Converting to categorical variable from numerical: ever_service_camry_ind
Converting to categorical variable from numerical: ever_service_prius_ind
Converting to categorical variable from numerical: customer_high_payment_ind
Converting to categorical variable from numerical: warranty_high_payment_ind
Converting to categorical variable from numerical: high_service_ind
Converting to categorical variable from numerical: high_ro_time_ind
Converting to categorical variable from numerical: current_vehicle_serviced_ind
Converting to categorical variable from numerical: current_vehicle_customer_full_payment_ind
Converting to categorical variable from numerical: current_vehicle_high_service_ind
Converting to categorical variable from numerical: current_vehicle_high_ro_time_ind
Converting to categorical variable from numerical: has_nsh
Converting to categorical variable from numerical: pma_lexus_dealership_region
Converting to categorical variable from numerical: customer_language_english_ind
Converting to categorical variable from numerical: customer_language_spanish_ind
Total number of numerical Variables changed to Categorical Variable is 284

 Time taken to execute the function is 0.34853076934814453

In [427]:
X_encoded= data_prep.label_encode(X_out)
Number of categorical features: 57

 Time taken to execute the function is 0.1913771629333496

In [ ]:
X_encoded
In [428]:
X_encoded.shape
Out[428]:
(1000, 430)

Feature selection

In [435]:
embeded_lr_feature, X_new=feature_selection(X_encoded, y, 'rf')
40 selected features
/root/anaconda3/lib/python3.6/site-packages/sklearn/ensemble/forest.py:248: FutureWarning:

The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.

In [437]:
X_new.shape
Out[437]:
(1000, 40)

Data Balancing

In [429]:
y.value_counts()
Out[429]:
0    996
1      4
Name: dep_purchase_lexus_new_sedan_6mo, dtype: int64

65-35

In [431]:
train= data_prep.data_balancing(pd.concat([X_encoded, y], axis=1),y.name)
Time taken to excecute this function is  0.011549949645996094
In [432]:
train[y.name].value_counts()
Out[432]:
0    7
1    4
Name: dep_purchase_lexus_new_sedan_6mo, dtype: int64

50-50

In [433]:
rus, id_rus, X_encoded_rus, y_rus= data_prep.random_undersample(X_encoded, y, label= "Random UnderSampling", plot=False)
Removed indexes: [667 203 715 178   1 530 579 848]
In [434]:
y_rus.value_counts()
Out[434]:
1    4
0    4
Name: dep_purchase_lexus_new_sedan_6mo, dtype: int64
In [ ]:
X_train, X_test, y_train, y_test= data_split.train_test_split(X_encoded, y)

Ml models

In [438]:
log=mlModels.logistic_regression(X_train[embeded_lr_feature], y_train, X_test[embeded_lr_feature], y_test, max_iter=300, random_state=1)
/root/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/logistic.py:1296: UserWarning:

'n_jobs' > 1 does not have any effect when 'solver' is set to 'liblinear'. Got 'n_jobs' = 72.

/root/anaconda3/lib/python3.6/site-packages/sklearn/svm/base.py:922: ConvergenceWarning:

Liblinear failed to converge, increase the number of iterations.

/root/anaconda3/lib/python3.6/site-packages/sklearn/model_selection/_split.py:626: Warning:

The least populated class in y has only 2 members, which is too few. The minimum number of members in any class cannot be less than n_splits=5.

/root/anaconda3/lib/python3.6/site-packages/sklearn/svm/base.py:922: ConvergenceWarning:

Liblinear failed to converge, increase the number of iterations.

/root/anaconda3/lib/python3.6/site-packages/sklearn/svm/base.py:922: ConvergenceWarning:

Liblinear failed to converge, increase the number of iterations.

/root/anaconda3/lib/python3.6/site-packages/sklearn/svm/base.py:922: ConvergenceWarning:

Liblinear failed to converge, increase the number of iterations.

/root/anaconda3/lib/python3.6/site-packages/sklearn/svm/base.py:922: ConvergenceWarning:

Liblinear failed to converge, increase the number of iterations.

cross_val_score [0.51655629 0.98013245 0.51333333 0.37583893 0.16107383]
accuracy 89.2
balanced_accuracy_score 44.95967741935484
f1_score 47.14587737843552
precision_score 98.31822222222223
Log loss 3.730267810393374
recall_score 0.0
/root/anaconda3/lib/python3.6/site-packages/sklearn/svm/base.py:922: ConvergenceWarning:

Liblinear failed to converge, increase the number of iterations.

/root/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/base.py:297: RuntimeWarning:

overflow encountered in exp

roc_auc_score 44.95967741935484
confusion_matrix [[223  25]
 [  2   0]]
classification_report              precision    recall  f1-score   support

           0       0.99      0.90      0.94       248
           1       0.00      0.00      0.00         2

   micro avg       0.89      0.89      0.89       250
   macro avg       0.50      0.45      0.47       250
weighted avg       0.98      0.89      0.94       250


 Time taken to execute the Logistic_Regression is 1.2447199821472168

Dated on2019-02-20 05:03:44.944336

In [439]:
rf=mlModels.rf(X_train[embeded_lr_feature], y_train, X_test[embeded_lr_feature], y_test,n_estimators=250)
/root/anaconda3/lib/python3.6/site-packages/sklearn/model_selection/_split.py:626: Warning:

The least populated class in y has only 2 members, which is too few. The minimum number of members in any class cannot be less than n_splits=5.

cross_val_score [0.99337748 0.99337748 1.         1.         1.        ]
accuracy 99.2
balanced_accuracy_score 50.0
f1_score 49.79919678714859
precision_score 98.40639999999999
Log loss 0.27631021115928645
recall_score 0.0
/root/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning:

F-score is ill-defined and being set to 0.0 in labels with no predicted samples.

/root/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning:

Precision is ill-defined and being set to 0.0 in labels with no predicted samples.

roc_auc_score 57.45967741935484
confusion_matrix [[248   0]
 [  2   0]]
classification_report              precision    recall  f1-score   support

           0       0.99      1.00      1.00       248
           1       0.00      0.00      0.00         2

   micro avg       0.99      0.99      0.99       250
   macro avg       0.50      0.50      0.50       250
weighted avg       0.98      0.99      0.99       250


 Time taken to execute the rf is 0.4682657718658447

Dated on2019-02-20 05:04:42.495487

/root/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.

/root/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.

/root/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.

In [442]:
xgb=mlModels.xgb(X_train[embeded_lr_feature], y_train, X_test[embeded_lr_feature], y_test,n_estimators=250, max_depth=4)
/root/anaconda3/lib/python3.6/site-packages/sklearn/model_selection/_split.py:626: Warning:

The least populated class in y has only 2 members, which is too few. The minimum number of members in any class cannot be less than n_splits=5.

cross_val_score [0.99337748 0.99337748 1.         1.         1.        ]
accuracy 99.2
balanced_accuracy_score 50.0
f1_score 49.79919678714859
precision_score 98.40639999999999
Log loss 0.27631021115928645
recall_score 0.0
/root/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning:

F-score is ill-defined and being set to 0.0 in labels with no predicted samples.

/root/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning:

Precision is ill-defined and being set to 0.0 in labels with no predicted samples.

roc_auc_score 39.11290322580645
confusion_matrix [[248   0]
 [  2   0]]
classification_report              precision    recall  f1-score   support

           0       0.99      1.00      1.00       248
           1       0.00      0.00      0.00         2

   micro avg       0.99      0.99      0.99       250
   macro avg       0.50      0.50      0.50       250
weighted avg       0.98      0.99      0.99       250


 Time taken to execute the XGB is 0.15424013137817383

Dated on2019-02-20 05:06:16.645444

/root/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.

/root/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.

/root/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.

In [ ]:
xgb
In [446]:
model_evaluation.model_evaluation_test(X_test[embeded_lr_feature], y_test, xgb, alg_name='XGB Model', feat_imp=True, roc=True)
Provided model : 
 XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,
       colsample_bytree=1, gamma=0, learning_rate=0.1, max_delta_step=0,
       max_depth=4, min_child_weight=1, missing=0, n_estimators=250,
       n_jobs=-1, nthread=None, objective='binary:logistic',
       random_state=42, reg_alpha=0, reg_lambda=1, scale_pos_weight=1,
       seed=None, silent=True, subsample=1)
accuracy  99.2
f1_score  49.79919678714859
precision_score  98.40639999999999
recall_score  0.0
confusion_matrix 
 [[248   0]
 [  2   0]]
association_type 0.010526316
state_residence 0.021052632
hh_income 0.11578947
home_ownership 0.0
interest_in_fitness_cd 0.0
midrange_car_vs_trucks_scr 0.021052632
mortage_amt_ranges_cd 0.23157895
interest_in_sports_prop_cd 0.0
mail_adr_latitude 0.21052632
customer_id 0.031578947
owned_lexus_new_sedan_ind 0.0
owned_lexus_cpo_sedan_ind 0.0
past_owned_is_ind 0.0
purchased_vehicle_big_engine_ind 0.0
last_purchase_vehicle_msrp 0.0
first_purchase_age 0.0
last_purchase_age 0.010526316
days_since_first_purchase_vehicle 0.0
age_dt 0.010526316
age_no 0.0
i1_education 0.0
communication_received_ind 0.0
campaign_clicked_ind 0.0
active_offer_ind 0.0
avg_warrpay_recent 0.021052632
avg_warrpay 0.031578947
no_days_since_firstro 0.021052632
no_ro_visits_24_36mo 0.0
avg_cust_pay_24_36mo 0.0
no_ro_visits_18_24mo 0.0
max_cust_pay_12_18mo 0.010526316
avg_ro_time_12_18mo 0.0
ratio_avg_cust_pay 0.06315789
no_repairs_after_warranty_most_recent_veh 0.0
avg_no_repairs_after_warranty 0.0
total_part_amt 0.0
avg_service_assoc_length 0.17894737
max_service_assoc_length 0.0
warranty_high_payment_ind 0.0
household_id 0.010526316
roc_auc_score 39.11290322580645
/root/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning:

F-score is ill-defined and being set to 0.0 in labels with no predicted samples.

/root/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning:

Precision is ill-defined and being set to 0.0 in labels with no predicted samples.